{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Work with other infrastuctures other than streets\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "Use OSMnx to download and visualize a power line network and a subway system.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "ox.config(use_cache=True, log_console=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "point = (33.9017,-116.9594)\n",
    "dist = 100000\n",
    "north, south, east, west = ox.bbox_from_point(point, distance=dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 431.553x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# power lines around southern california\n",
    "# OSMnx automatically divides this up into 25 API calls to not overload server\n",
    "G = ox.graph_from_bbox(north=north, south=south, east=east, west=west,\n",
    "                       retain_all=True, truncate_by_edge=True, simplify=False,\n",
    "                       network_type='none', infrastructure='way[\"power\"~\"line\"]')\n",
    "fig, ax = ox.plot_graph(ox.project_graph(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 339.037x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# nyc subway\n",
    "point = (40.73120,-73.98672)\n",
    "dist = 10000\n",
    "north, south, east, west = ox.bbox_from_point(point, distance=dist)\n",
    "G = ox.graph_from_bbox(north=north, south=south, east=east, west=west,\n",
    "                       retain_all=True, truncate_by_edge=True, simplify=True,\n",
    "                       network_type='none', infrastructure='way[\"railway\"~\"subway\"]')\n",
    "fig, ax = ox.plot_graph(ox.project_graph(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
